{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "elephant road  bicycle spider leopard pickup_truck crab  wolf  cup   lion  camel mushroom bee   dolphin boy   tulip cloud shark beaver camel orchid skunk fox   sea   beetle lobster man   lobster woman raccoon hamster motorcycle\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "    self.dropout = nn.Dropout(0.3)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    x = self.dropout(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 128).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.5287 Top-1 准确率: 0.1891 Top-5 准确率: 0.4264\n",
      "val 损失: 2.6655 Top-1 准确率: 0.3301 Top-5 准确率: 0.6341\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6666 Top-1 准确率: 0.3327 Top-5 准确率: 0.6328\n",
      "val 损失: 2.2420 Top-1 准确率: 0.4188 Top-5 准确率: 0.7276\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2495 Top-1 准确率: 0.4190 Top-5 准确率: 0.7214\n",
      "val 损失: 1.9680 Top-1 准确率: 0.4800 Top-5 准确率: 0.7760\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 1.9736 Top-1 准确率: 0.4774 Top-5 准确率: 0.7728\n",
      "val 损失: 1.8551 Top-1 准确率: 0.5104 Top-5 准确率: 0.7947\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 1.7453 Top-1 准确率: 0.5312 Top-5 准确率: 0.8150\n",
      "val 损失: 1.7508 Top-1 准确率: 0.5328 Top-5 准确率: 0.8110\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5813 Top-1 准确率: 0.5701 Top-5 准确率: 0.8416\n",
      "val 损失: 1.6234 Top-1 准确率: 0.5574 Top-5 准确率: 0.8358\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.4160 Top-1 准确率: 0.6079 Top-5 准确率: 0.8677\n",
      "val 损失: 1.5916 Top-1 准确率: 0.5757 Top-5 准确率: 0.8449\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2866 Top-1 准确率: 0.6422 Top-5 准确率: 0.8855\n",
      "val 损失: 1.5856 Top-1 准确率: 0.5830 Top-5 准确率: 0.8430\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1686 Top-1 准确率: 0.6723 Top-5 准确率: 0.9028\n",
      "val 损失: 1.5879 Top-1 准确率: 0.5903 Top-5 准确率: 0.8475\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0671 Top-1 准确率: 0.6962 Top-5 准确率: 0.9197\n",
      "val 损失: 1.5541 Top-1 准确率: 0.6006 Top-5 准确率: 0.8570\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 0.9689 Top-1 准确率: 0.7221 Top-5 准确率: 0.9279\n",
      "val 损失: 1.6003 Top-1 准确率: 0.5980 Top-5 准确率: 0.8547\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8890 Top-1 准确率: 0.7446 Top-5 准确率: 0.9384\n",
      "val 损失: 1.5385 Top-1 准确率: 0.6106 Top-5 准确率: 0.8618\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8215 Top-1 准确率: 0.7614 Top-5 准确率: 0.9469\n",
      "val 损失: 1.5861 Top-1 准确率: 0.6073 Top-5 准确率: 0.8646\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7549 Top-1 准确率: 0.7818 Top-5 准确率: 0.9530\n",
      "val 损失: 1.6014 Top-1 准确率: 0.6085 Top-5 准确率: 0.8634\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6888 Top-1 准确率: 0.7967 Top-5 准确率: 0.9594\n",
      "val 损失: 1.5636 Top-1 准确率: 0.6217 Top-5 准确率: 0.8701\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6444 Top-1 准确率: 0.8091 Top-5 准确率: 0.9636\n",
      "val 损失: 1.5777 Top-1 准确率: 0.6255 Top-5 准确率: 0.8678\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6027 Top-1 准确率: 0.8238 Top-5 准确率: 0.9665\n",
      "val 损失: 1.5913 Top-1 准确率: 0.6220 Top-5 准确率: 0.8671\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5515 Top-1 准确率: 0.8375 Top-5 准确率: 0.9708\n",
      "val 损失: 1.6169 Top-1 准确率: 0.6170 Top-5 准确率: 0.8689\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5138 Top-1 准确率: 0.8471 Top-5 准确率: 0.9752\n",
      "val 损失: 1.6350 Top-1 准确率: 0.6288 Top-5 准确率: 0.8729\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4887 Top-1 准确率: 0.8563 Top-5 准确率: 0.9755\n",
      "val 损失: 1.6209 Top-1 准确率: 0.6305 Top-5 准确率: 0.8753\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4660 Top-1 准确率: 0.8617 Top-5 准确率: 0.9769\n",
      "val 损失: 1.6163 Top-1 准确率: 0.6380 Top-5 准确率: 0.8774\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4255 Top-1 准确率: 0.8725 Top-5 准确率: 0.9808\n",
      "val 损失: 1.6872 Top-1 准确率: 0.6356 Top-5 准确率: 0.8787\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4204 Top-1 准确率: 0.8750 Top-5 准确率: 0.9800\n",
      "val 损失: 1.6422 Top-1 准确率: 0.6381 Top-5 准确率: 0.8780\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 0.3878 Top-1 准确率: 0.8848 Top-5 准确率: 0.9829\n",
      "val 损失: 1.6581 Top-1 准确率: 0.6397 Top-5 准确率: 0.8762\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 0.3639 Top-1 准确率: 0.8920 Top-5 准确率: 0.9847\n",
      "val 损失: 1.6784 Top-1 准确率: 0.6402 Top-5 准确率: 0.8766\n",
      "\n",
      "训练完成，耗时 96m 47s\n",
      "最佳验证集准确率: 0.640200\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "400f5920-69e2-472d-a629-29281243a487",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
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    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0820e2f1-6b3b-47c2-bab3-7cf02cfc182b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('data_enhanced_baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75968b42-66f1-485b-9017-f60049d84e71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6394\n",
      "Accuracy for class: apple is 79.0 %\n",
      "Accuracy for class: aquarium_fish is 71.0 %\n",
      "Accuracy for class: baby  is 60.0 %\n",
      "Accuracy for class: bear  is 32.0 %\n",
      "Accuracy for class: beaver is 50.0 %\n",
      "Accuracy for class: bed   is 66.0 %\n",
      "Accuracy for class: bee   is 77.0 %\n",
      "Accuracy for class: beetle is 71.0 %\n",
      "Accuracy for class: bicycle is 75.0 %\n",
      "Accuracy for class: bottle is 86.0 %\n",
      "Accuracy for class: bowl  is 54.0 %\n",
      "Accuracy for class: boy   is 44.0 %\n",
      "Accuracy for class: bridge is 66.0 %\n",
      "Accuracy for class: bus   is 77.0 %\n",
      "Accuracy for class: butterfly is 63.0 %\n",
      "Accuracy for class: camel is 66.0 %\n",
      "Accuracy for class: can   is 67.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 58.0 %\n",
      "Accuracy for class: cattle is 54.0 %\n",
      "Accuracy for class: chair is 84.0 %\n",
      "Accuracy for class: chimpanzee is 78.0 %\n",
      "Accuracy for class: clock is 58.0 %\n",
      "Accuracy for class: cloud is 79.0 %\n",
      "Accuracy for class: cockroach is 69.0 %\n",
      "Accuracy for class: couch is 60.0 %\n",
      "Accuracy for class: crab  is 58.0 %\n",
      "Accuracy for class: crocodile is 40.0 %\n",
      "Accuracy for class: cup   is 78.0 %\n",
      "Accuracy for class: dinosaur is 60.0 %\n",
      "Accuracy for class: dolphin is 61.0 %\n",
      "Accuracy for class: elephant is 47.0 %\n",
      "Accuracy for class: flatfish is 54.0 %\n",
      "Accuracy for class: forest is 73.0 %\n",
      "Accuracy for class: fox   is 67.0 %\n",
      "Accuracy for class: girl  is 57.0 %\n",
      "Accuracy for class: hamster is 68.0 %\n",
      "Accuracy for class: house is 66.0 %\n",
      "Accuracy for class: kangaroo is 59.0 %\n",
      "Accuracy for class: keyboard is 83.0 %\n",
      "Accuracy for class: lamp  is 53.0 %\n",
      "Accuracy for class: lawn_mower is 79.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 70.0 %\n",
      "Accuracy for class: lizard is 37.0 %\n",
      "Accuracy for class: lobster is 46.0 %\n",
      "Accuracy for class: man   is 49.0 %\n",
      "Accuracy for class: maple_tree is 55.0 %\n",
      "Accuracy for class: motorcycle is 96.0 %\n",
      "Accuracy for class: mountain is 79.0 %\n",
      "Accuracy for class: mouse is 39.0 %\n",
      "Accuracy for class: mushroom is 64.0 %\n",
      "Accuracy for class: oak_tree is 78.0 %\n",
      "Accuracy for class: orange is 94.0 %\n",
      "Accuracy for class: orchid is 72.0 %\n",
      "Accuracy for class: otter is 36.0 %\n",
      "Accuracy for class: palm_tree is 86.0 %\n",
      "Accuracy for class: pear  is 66.0 %\n",
      "Accuracy for class: pickup_truck is 78.0 %\n",
      "Accuracy for class: pine_tree is 57.0 %\n",
      "Accuracy for class: plain is 92.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 79.0 %\n",
      "Accuracy for class: porcupine is 47.0 %\n",
      "Accuracy for class: possum is 38.0 %\n",
      "Accuracy for class: rabbit is 46.0 %\n",
      "Accuracy for class: raccoon is 63.0 %\n",
      "Accuracy for class: ray   is 50.0 %\n",
      "Accuracy for class: road  is 91.0 %\n",
      "Accuracy for class: rocket is 72.0 %\n",
      "Accuracy for class: rose  is 55.0 %\n",
      "Accuracy for class: sea   is 72.0 %\n",
      "Accuracy for class: seal  is 28.0 %\n",
      "Accuracy for class: shark is 47.0 %\n",
      "Accuracy for class: shrew is 42.0 %\n",
      "Accuracy for class: skunk is 86.0 %\n",
      "Accuracy for class: skyscraper is 85.0 %\n",
      "Accuracy for class: snail is 46.0 %\n",
      "Accuracy for class: snake is 51.0 %\n",
      "Accuracy for class: spider is 74.0 %\n",
      "Accuracy for class: squirrel is 46.0 %\n",
      "Accuracy for class: streetcar is 50.0 %\n",
      "Accuracy for class: sunflower is 85.0 %\n",
      "Accuracy for class: sweet_pepper is 53.0 %\n",
      "Accuracy for class: table is 49.0 %\n",
      "Accuracy for class: tank  is 79.0 %\n",
      "Accuracy for class: telephone is 66.0 %\n",
      "Accuracy for class: television is 79.0 %\n",
      "Accuracy for class: tiger is 66.0 %\n",
      "Accuracy for class: tractor is 72.0 %\n",
      "Accuracy for class: train is 75.0 %\n",
      "Accuracy for class: trout is 78.0 %\n",
      "Accuracy for class: tulip is 51.0 %\n",
      "Accuracy for class: turtle is 56.0 %\n",
      "Accuracy for class: wardrobe is 95.0 %\n",
      "Accuracy for class: whale is 59.0 %\n",
      "Accuracy for class: willow_tree is 57.0 %\n",
      "Accuracy for class: wolf  is 75.0 %\n",
      "Accuracy for class: woman is 31.0 %\n",
      "Accuracy for class: worm  is 59.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fee92407-cdd0-4567-b047-04d0733e7352",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df21b0f2-62b7-4ce3-a94d-cacbf4e26aa8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
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 },
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